• Title/Summary/Keyword: zerotree

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Wavelet Based Image Coding Using Zerotree (제로 트리를 이용한 웨이블릿 영상 부호화)

  • 지연숙;변혜란;유지상
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.26 no.3B
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    • pp.323-331
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    • 2001
  • 새로운 변환 방식으로 최근 많이 사용하고 있는 웨이블릿 변환은 영상을 시간(위치정보)와 주파수 공간(주파수 정보)에서 동시에 표현함으로서 다른 변환 방식과는 큰 차이를 보여준다. 이런 웨이블릿 변환의 통계적 특성을 이용한 제로트리 분호화 기법은 영상 전체에서 의미 있는 영상 계수를 선별하여 약속된 우선 순위대로 부호화함으로서 매입 파일(embedded file)을 생성한다. 본 논문에서는 압축율이 큰 경우 제로 트리 부호화 과정 중 불확실 구간에서 발생하는 오차를 측정하여 최적의 오차 코드북을 생성한 후 복원시 참조함으로서 결과의 향상을 보이고자 하였다. 오차 교정은 제로트리 부호화 과정에서 손실되기 쉬운 고주파수 밴드에 적용하여 복원시 영상의 자세한 성분을 살리는데 효과적이었다. JPEG과 DCT기반 영상압축 결과에 비하여 화질에서 더 좋은 성분을 보일 뿐 아니라 고압축 복원시 발생하는 DCT 특유의 블록화 현상도 제거되었다.

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Wavelet based video coding with spatial band coding (대역별 공간 부호화를 이용한 웨이블릿 기반 동영상 부호화)

  • Park, Min-Seon;Park, Sang-Ju
    • The KIPS Transactions:PartB
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    • v.9B no.3
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    • pp.351-358
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    • 2002
  • Video compression based on DCT (Discrete Cosine Transform) has weakpoints of blocking artifacts and pixel loss when the resolution is changed. DWT (Discrete Wavelet Transform) based method can overcome such problems. In SAMCoW (Scalable Adaptive Motion Compensation Wavelet), one of wavelet based video coding algorithm, both intra frames and motion compensated error frames are encoded using EZW(Embedded Zerotree Wavelet) algorithm. However the property of wavelets transform coefficients of motion compensated error frames are different from that of still images. Signal energy is not highly concentrated in the lower bands which is true for most still image cases. Signal energy is rather evenly distributed over all frequency bands. This paper suggests a new video coding algorithm utilizing these properties. Spatial band coding which is known to be very effective for encoding images with relative1y high frequency components and not utilizing the interband coefficients correlation is applied instead of EZW to encode both intra and inter frames. In spatial band coding, the position and value of significant wavelet coefficients in each band are progressively transmitted. Unlike EZW, inter band coefficients correlations are not utilized in spatial band coding. It has been shown that spatial band coding gives better performance than EZW when applied to wavelet based video compression.

Improvement of Flexible Zerotree Coder by Efficient Transmission of Wavelet Coefficients (웨이블렛 계수의 효율적인 전송에 따른 가변제로트리코더의 성능개선)

  • Joo, Sang-Hyun;Shin, Jae-Ho
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.36C no.9
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    • pp.76-84
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    • 1999
  • EZW proposed by Shapiro is based on a zerotree constructed in a way that a parent coefficient in a subband is related to four child coefficients in the next finer subband of similar orientation. This fixed treeing based on 1-to-4 parent-child is suitable to exploti hierachical correlations among subbands but not to exploit spatial correlations within a subband. A new treeing by Joo, et al. is suggested to simulatneously exploit those two correlatins by extending parent-child relationship in a flexible way. The flexible treeing leads to increasing the number of symbols and lowering entorpy comparing to the fixed treeing, and therefore a better compression can be resulted. In this paper, we suggest two techniques to suppress the increasing of symbols. First, a probing bit is generated to avoid redundant scan for insignivicant coefficients. Second, since all subbands do not always require the same kind of symbol-set, produced symbols are re-symbolized into binary codes according to a pre-defined procedure. Owing to those techniques, all symbols are generated as binary codes. The binary symbols can be entropy-coded by an adaptive arithmetic coding. Moerover, the binary symbol stream can give comparatively good performances without help of additional entropy coding. Our proposed coding scheme is suggested in two modes: binary coding mode and arithmetic coding mode. We evaluate the effectivenessof our modifications by comparing with the original EZW.

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A Study on the Wavelet based Still Image Transmission over the Wireless Channel (무선채널환경에서 웨이블릿 기반 정지영상 전송에 관한 연구)

  • Nah, Won;Baek, Joong-Hwan
    • Proceedings of the IEEK Conference
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    • 2001.06d
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    • pp.179-182
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    • 2001
  • This paper has been studied a wavelet based still image transmission over the wireless channel. EZW(Embedded Zerotree Wavelet) is an efficient and scalable wavelet based image coding technique, which provides progressive transfer of signal resulted in multi-resolution representation. It reduces therefore the reduce cost of storage media. Although EZW has many advantages, it is very sensitive on error. Because coding are performed in subband by subband, and it uses arithmetic coding which is a kind of variable length coding. Therefore only 1∼2bit error may degrade quality of the entire image. So study of error localization and recovery are required. This paper investigates the use of reversible variable length codes(RVLC) and data partitioning. RVLC are known to have a superior error recovery property due to their two-way decoding capability and data partitioning is essential to applying RVLC. In this work, we show that appropriate data partitioning length for each SNR(Signal-to-Noise Power Ratio) and error localization in wireless channel.

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Rate-Distortion Optimized Zerotree Image Coding using Wavelet Transform (웨이브렛 변환을 이용한 비트율-왜곡 최적화 제로트리 영상 부호화)

  • 이병기;호요성
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.41 no.3
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    • pp.101-109
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    • 2004
  • In this paper, we propose an efficient algerian for wavelet-based sti image coding method that utilizes the rate-distortion (R-D) theory. Since conventional tree-structured image coding schemes do not consider the rate-distortion theory properly, they show reduced coding performance. In this paper, we apply an rate-distortion optimized embedding (RDE) operation into the set partitioning in hierarchical trees (SPIHT) algorithm. In this algorithm, we use the rate-distortion slope as a criterion for the coding order of wavelet coefficients in SPIHT lists. We also describe modified set partitioning and rate-distortion optimized list scan methods. Experimental results demonstrate that the proposed method outperforms the SPIHT algorithm and the rate-distortion optimized embedding algerian with respect to the PSNR (peak signal-to-noise ratio) performance.

Image Compression using the Multiwavelet Filter Bank of EZW Structure (EZW 구조의 멀티웨이브릿 필터뱅크를 이용한 영상압축)

  • 권기창;권기룡;권영담
    • Journal of Korea Multimedia Society
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    • v.6 no.1
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    • pp.58-66
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    • 2003
  • In this paper. an image compression of embedded zerotree structure using multiwavelet filter banks is proposed. Multiwavelet is used DGHM(Donovan, Geronimo, Hardin, and Massopust) scaling functions and wavelet functions of a new method with two channel fillet banks. The important properties of the DGHM multiwavelet are orthogonality and approximation order. The DCHM muitiwavelet using the this paper preserves the approximation order=2 for better energy compaction and perfect reconstruction. Image compression using the preposed DGHM multiwavelet is better PSNR for compression ratio than single Daubechies wavelet(D4), Biorthogoanl wavelet, and GHM(Geronimo, Hardin, and Massopust) multi wavelet.

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Fast Medical Volume Decompression Using GPGPU (GPGPU를 이용한 고속 의료 볼륨 영상의 압축 복원)

  • Kye, Hee-Won
    • Journal of Korea Multimedia Society
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    • v.15 no.5
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    • pp.624-631
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    • 2012
  • For many medical imaging systems, volume datasets are stored as a compressed form, so that the dataset has to be decompressed before it is visualized. Since the decompression process takes quite a long time, we present an acceleration method for medical volume decompression using GPU. Our method supports that both lossy and lossless compression and progressive refinement is possible to satisfy variable user requirements. Moreover, our decompression method is well parallelized for GPU so that the decompression takes a very short time. Finally, we designed that the decompression and volume rendering work in one framework so that the selective decompression is available. As a result, we gained additional improvement in volume decompression.

A Design and Implementation of Threshold-adjusted Em Codec (Threshold-adjusted EZW Codec의 설계와 구현)

  • Chae, Hui-Jung;Lee, Ho-Seok
    • The KIPS Transactions:PartB
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    • v.9B no.1
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    • pp.57-66
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    • 2002
  • In this paper, we propose a method for the improvement of EZW encoding algorithm. The EZW algorithm encodes wavelet coefficients using 4 symbols such as POS(POsitive), NEG(NEGative), IZ(Isolated Zero), and ZTR(ZeroTreeRoot) which are determined by the significance of wavelet coefficients. In this paper, we applied threshold to wavelet coefficients to improve the EZW algorithm. The coefficients below the threshold are adjusted to zero to generate more ZTR symbols in the encoding process. The overall EZW image compression system is constructed using run-length coding and arithmetic coding. The system shows remarkable results for various images. We finally present experimentation results.

Stereo Image Coding Using Zerotree (제로트리 기법을 이용한 스테레오 영상 부호화)

  • Bae, Jin-Woo;Shin, Choel;Yoo, Ji-Sang
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.26 no.12A
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    • pp.2092-2099
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    • 2001
  • In the three-dimensional image system using stereoscopic images, efficient coding schemes which can get rid of redundancy between the left and right images are usually used. In this paper, we propose an efficient coding method by using relationship between a reference image and residual image. In the proposed algorithm, zero-tree method which guaranty a good quality in low bit rate is used for encoding the residual image. Zero-tree algorithm gives good coding performance, but it has computational complexity so that we used ADLS method to reduce time for the disparity estimation. Using the wavelet based zero-tree method, it is shown that high quality of image in the limited band-width can be preserved through computer simulation.

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Digital Watermarking using Wavelet Packet Transform for Remote Sensing Images (웨이블릿 패킷 변환을 이용한 원격 영상의 워터마킹 기법)

  • 한수영;이두수
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.40 no.5
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    • pp.365-370
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    • 2003
  • In this paper, a new watermarking algorithm that based on wavelet packet transform is proposed for remote sensing images, which include many high frequency components. It applies watermark to the overall subband that includes the lowest frequency band. Watermark is embedded on original image after selecting the significant wavelet packet coefficients. For selection of significant coefficients which watermarks is embedded on, zerotree algorithm is applied to wavelet packet coefficients using CPSO (Coefficient Partitioning Scanning Order). From the experimental result, the proposed algorithm shows better invisibility and robustness performance compare with conventional watermarking methods. Especially, it demonstrates better robustness for high image compression in the remote images.